{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-01T11:18:09.991525Z",
     "start_time": "2018-11-01T11:18:09.972406Z"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from pandas import Series\n",
    "from pandas.plotting import lag_plot\n",
    "from statsmodels.tsa import stattools\n",
    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
    "\n",
    "from statsmodels.tsa.holtwinters import SimpleExpSmoothing, ExponentialSmoothing, Holt\n",
    "import statsmodels.api as sm\n",
    "from utils import *\n",
    "%matplotlib inline\n",
    "plt.rc('figure', figsize=(15.0, 10.0))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-01T11:17:12.564334Z",
     "start_time": "2018-11-01T11:17:09.534365Z"
    }
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv('data_saving_loading/monthdata.csv', header=None, index_col=['datetime'], names=['datetime', 'load'], parse_dates=['datetime'], infer_datetime_format=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-01T11:17:12.595623Z",
     "start_time": "2018-11-01T11:17:12.588585Z"
    }
   },
   "outputs": [],
   "source": [
    "# data = data.asfreq(freq='H', method='bfill')  # sample the data in hourly manner"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-01T11:17:13.363099Z",
     "start_time": "2018-11-01T11:17:12.619738Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f3cd2a64780>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['20-10-2018':].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>load</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>datetime</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [load]\n",
       "Index: []"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['23-10-2018']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-01T11:17:49.452954Z",
     "start_time": "2018-11-01T11:17:49.441162Z"
    }
   },
   "outputs": [],
   "source": [
    "load_values = data['28-10-2018':]['load'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-01T11:17:57.742100Z",
     "start_time": "2018-11-01T11:17:57.379165Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f3cd08c4080>]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(load_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-01T11:18:02.443523Z",
     "start_time": "2018-11-01T11:18:02.430967Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.0"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "load_values.shape[0] / 288"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-01T11:18:15.139578Z",
     "start_time": "2018-11-01T11:18:13.642423Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fig = plt.figure(figsize=(10,10))\n",
    "decomposition = seasonal_decompose(load_values, freq=288, model = 'additive')\n",
    "decomposition.plot();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Note: analysing the seasonal_decompose's output we can conclude that the seasonality is additive type and trend varies through out the year, sometimes increasing sometimes decreasing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2016,)"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "load_values.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [],
   "source": [
    "load_values = data['load'].values[- 288 * 1:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb14d92d550>]"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(load_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(288,)"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "load_values.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-01T11:21:55.956442Z",
     "start_time": "2018-11-01T11:21:34.060773Z"
    }
   },
   "outputs": [],
   "source": [
    "# y_hat_avg = test.copy()\n",
    "fit1 = ExponentialSmoothing(load_values ,seasonal_periods=6,trend='add', seasonal='add',).fit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-01T11:30:42.728773Z",
     "start_time": "2018-11-01T11:30:42.663506Z"
    }
   },
   "outputs": [],
   "source": [
    "y_hat = fit1.forecast(288)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2018-11-01T11:30:43.886171Z",
     "start_time": "2018-11-01T11:30:43.874500Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 2330.20728016,  2306.26820166,  2282.71792404,  2259.74051795,\n",
       "        2237.29455075,  2213.24646623,  2187.85304272,  2163.91396421,\n",
       "        2140.3636866 ,  2117.38628051,  2094.94031331,  2070.89222879,\n",
       "        2045.49880528,  2021.55972677,  1998.00944916,  1975.03204306,\n",
       "        1952.58607587,  1928.53799135,  1903.14456783,  1879.20548933,\n",
       "        1855.65521172,  1832.67780562,  1810.23183843,  1786.18375391,\n",
       "        1760.79033039,  1736.85125189,  1713.30097428,  1690.32356818,\n",
       "        1667.87760099,  1643.82951647,  1618.43609295,  1594.49701445,\n",
       "        1570.94673684,  1547.96933074,  1525.52336355,  1501.47527903,\n",
       "        1476.08185551,  1452.14277701,  1428.5924994 ,  1405.6150933 ,\n",
       "        1383.16912611,  1359.12104159,  1333.72761807,  1309.78853957,\n",
       "        1286.23826195,  1263.26085586,  1240.81488867,  1216.76680415,\n",
       "        1191.37338063,  1167.43430213,  1143.88402451,  1120.90661842,\n",
       "        1098.46065123,  1074.4125667 ,  1049.01914319,  1025.08006468,\n",
       "        1001.52978707,   978.55238098,   956.10641378,   932.05832926,\n",
       "         906.66490575,   882.72582724,   859.17554963,   836.19814354,\n",
       "         813.75217634,   789.70409182,   764.3106683 ,   740.3715898 ,\n",
       "         716.82131219,   693.84390609,   671.3979389 ,   647.34985438,\n",
       "         621.95643086,   598.01735236,   574.46707475,   551.48966865,\n",
       "         529.04370146,   504.99561694,   479.60219342,   455.66311492,\n",
       "         432.11283731,   409.13543121,   386.68946402,   362.6413795 ,\n",
       "         337.24795598,   313.30887748,   289.75859987,   266.78119377,\n",
       "         244.33522658,   220.28714206,   194.89371854,   170.95464004,\n",
       "         147.40436243,   124.42695633,   101.98098914,    77.93290462,\n",
       "          52.5394811 ,    28.6004026 ,     5.05012498,   -17.92728111,\n",
       "         -40.3732483 ,   -64.42133282,   -89.81475634,  -113.75383484,\n",
       "        -137.30411246,  -160.28151855,  -182.72748575,  -206.77557027,\n",
       "        -232.16899378,  -256.10807229,  -279.6583499 ,  -302.63575599,\n",
       "        -325.08172319,  -349.12980771,  -374.52323122,  -398.46230973,\n",
       "        -422.01258734,  -444.98999343,  -467.43596063,  -491.48404515,\n",
       "        -516.87746867,  -540.81654717,  -564.36682478,  -587.34423088,\n",
       "        -609.79019807,  -633.83828259,  -659.23170611,  -683.17078461,\n",
       "        -706.72106222,  -729.69846832,  -752.14443551,  -776.19252003,\n",
       "        -801.58594355,  -825.52502205,  -849.07529966,  -872.05270576,\n",
       "        -894.49867295,  -918.54675747,  -943.94018099,  -967.87925949,\n",
       "        -991.4295371 , -1014.4069432 , -1036.85291039, -1060.90099491,\n",
       "       -1086.29441843, -1110.23349693, -1133.78377455, -1156.76118064,\n",
       "       -1179.20714783, -1203.25523235, -1228.64865587, -1252.58773437,\n",
       "       -1276.13801199, -1299.11541808, -1321.56138527, -1345.60946979,\n",
       "       -1371.00289331, -1394.94197181, -1418.49224943, -1441.46965552,\n",
       "       -1463.91562272, -1487.96370724, -1513.35713075, -1537.29620926,\n",
       "       -1560.84648687, -1583.82389296, -1606.26986016, -1630.31794468,\n",
       "       -1655.71136819, -1679.6504467 , -1703.20072431, -1726.1781304 ,\n",
       "       -1748.6240976 , -1772.67218212, -1798.06560564, -1822.00468414,\n",
       "       -1845.55496175, -1868.53236785, -1890.97833504, -1915.02641956,\n",
       "       -1940.41984308, -1964.35892158, -1987.90919919, -2010.88660529,\n",
       "       -2033.33257248, -2057.380657  , -2082.77408052, -2106.71315902,\n",
       "       -2130.26343663, -2153.24084273, -2175.68680992, -2199.73489444,\n",
       "       -2225.12831796, -2249.06739646, -2272.61767407, -2295.59508017,\n",
       "       -2318.04104736, -2342.08913188, -2367.4825554 , -2391.4216339 ,\n",
       "       -2414.97191152, -2437.94931761, -2460.3952848 , -2484.44336932,\n",
       "       -2509.83679284, -2533.77587134, -2557.32614896, -2580.30355505,\n",
       "       -2602.74952224, -2626.79760676, -2652.19103028, -2676.13010878,\n",
       "       -2699.6803864 , -2722.65779249, -2745.10375969, -2769.15184421,\n",
       "       -2794.54526772, -2818.48434623, -2842.03462384, -2865.01202993,\n",
       "       -2887.45799713, -2911.50608165, -2936.89950516, -2960.83858367,\n",
       "       -2984.38886128, -3007.36626738, -3029.81223457, -3053.86031909,\n",
       "       -3079.25374261, -3103.19282111, -3126.74309872, -3149.72050482,\n",
       "       -3172.16647201, -3196.21455653, -3221.60798005, -3245.54705855,\n",
       "       -3269.09733616, -3292.07474226, -3314.52070945, -3338.56879397,\n",
       "       -3363.96221749, -3387.90129599, -3411.4515736 , -3434.4289797 ,\n",
       "       -3456.87494689, -3480.92303141, -3506.31645493, -3530.25553343,\n",
       "       -3553.80581104, -3576.78321714, -3599.22918433, -3623.27726885,\n",
       "       -3648.67069237, -3672.60977087, -3696.16004849, -3719.13745458,\n",
       "       -3741.58342177, -3765.63150629, -3791.02492981, -3814.96400831,\n",
       "       -3838.51428593, -3861.49169202, -3883.93765921, -3907.98574373,\n",
       "       -3933.37916725, -3957.31824575, -3980.86852337, -4003.84592946,\n",
       "       -4026.29189666, -4050.33998118, -4075.73340469, -4099.6724832 ,\n",
       "       -4123.22276081, -4146.2001669 , -4168.6461341 , -4192.69421862,\n",
       "       -4218.08764214, -4242.02672064, -4265.57699825, -4288.55440435,\n",
       "       -4311.00037154, -4335.04845606, -4360.44187958, -4384.38095808,\n",
       "       -4407.93123569, -4430.90864179, -4453.35460898, -4477.4026935 ])"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_hat"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb14d362278>]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(y_hat)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "y_hat_avg['Holt_Winter'] = fit1.forecast(10)\n",
    "plt.figure(figsize=(16,8))\n",
    "plt.plot( train['Count'], label='Train')\n",
    "plt.plot(test['Count'], label='Test')\n",
    "plt.plot(y_hat_avg['Holt_Winter'], label='Holt_Winter')\n",
    "plt.legend(loc='best')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
